Agno (Phidata) Memory alternatives

Agno (formerly Phidata). AgentStorage persists sessions to a DB; AgentMemory auto-classifies/store user preferences and conversation summaries. Single-line integrations with LanceDB, Pinecone, Weaviate, Qdrant. Full Agno (Phidata) Memory record →

  1. 1 OpenAI Agents SDK Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity, injection) · same conflict handling (overwrite) · same memory unit (episode, fact) · also open source · also self-hostable

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 29k released 2026-10-15 MIT Compare with Agno (Phidata) Memory →

  2. 2 Google ADK Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity, injection) · same conflict handling (overwrite) · same memory unit (episode, fact) · also open source · also self-hostable

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 21k released 2026-08-07 Apache-2.0 Compare with Agno (Phidata) Memory →

  3. 3 Semantic Kernel Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity, injection) · same conflict handling (overwrite) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 28k released 2026-10-06 MIT Compare with Agno (Phidata) Memory →

  4. 4 Mastra Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (relational, vector) · same retrieval (similarity, injection) · same memory unit (episode) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 27k released 2026-10-21 Apache-2.0 (core; ee/ dirs under… Compare with Agno (Phidata) Memory →

  5. 5 Pydantic-AI + Hindsight Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity) · same memory unit (episode) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 20k released 2026-04-15 MIT Compare with Agno (Phidata) Memory →

  6. 6 Langflow Memory Framework-embedded memory ⚠ acquired — acquired by DataStax

    also in Framework-embedded memory · same storage (relational, vector) · same retrieval (similarity, injection) · same memory unit (episode) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 156k released 2026-08-19 MIT Compare with Agno (Phidata) Memory →

  7. 7 AGiXT Adaptive Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity) · same memory unit (episode, fact) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ? ★ 3.2k released 2026-04-08 MIT Compare with Agno (Phidata) Memory →

  8. 8 Praison Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity) · same memory unit (episode) · also open source · also self-hostable · also has MCP

    OSS ✓ Self-host ✓ Managed ? MCP ✓ ★ 9.0k released 2026-10-19 MIT Compare with Agno (Phidata) Memory →

Ranked by shared memory design (storage, retrieval, conflict handling, memory unit), same section and shared must-haves (open source, self-hosting, MCP), with adoption as a tie-breaker. ✓ confirmed · — no · ? not in the catalog yet. Want picks for your own requirements? Use the chooser. Checking a whole project? Check your stack.